Télécharger Partially Observed Markov Decision Processes: From Filtering to Controlled Sensing de Vikram Krishnamurthy Livres Pdf Epub
Télécharger "Partially Observed Markov Decision Processes: From Filtering to Controlled Sensing" de Vikram Krishnamurthy Livre eBook France
Auteur : Vikram Krishnamurthy
Catégorie : Livres anglais et étrangers,Science,Agricultural Sciences
Broché : * pages
Éditeur : *
Langue : Français, Anglais
Covering formulation, algorithms, and structural results, and linking theory to real-world applications in controlled sensing (including social learning, adaptive radars and sequential detection), this book focuses on the conceptual foundations of partially observed Markov decision processes (POMDPs). It emphasizes structural results in stochastic dynamic programming, enabling graduate students and researchers in engineering, operations research, and economics to understand the underlying unifying themes without getting weighed down by mathematical technicalities. Bringing together research from across the literature, the book provides an introduction to nonlinear filtering followed by a systematic development of stochastic dynamic programming, lattice programming and reinforcement learning for POMDPs. Questions addressed in the book include: when does a POMDP have a threshold optimal policy? When are myopic policies optimal? How do local and global decision makers interact in adaptive decision making in multi-agent social learning where there is herding and data incest? And how can sophisticated radars and sensors adapt their sensing in real time?
Télécharger Partially Observed Markov Decision Processes: From Filtering to Controlled Sensing de Vikram Krishnamurthy Livres En Ligne
Partially Observable Markov Decision Processes (POMDPs) ~ 1 Partially Observable Markov Decision Processes (POMDPs) Geoff Hollinger Graduate Artificial Intelligence Fall, 2007 *Some media from Reid Simmons, Trey Smith, Tony Cassandra, Michael Littman, and Leslie Kaelbling
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/ Vikram Krishnamurthy's Statistical Signal Processing Lab ~ POMDPs & Controlled Sensing: Social Networks (fusion & control) Stochastic Optimization, Game Theory: Cognitive Radar & Intent Inference Stochastic Calculus, filtering (old stuff) Biosensors, Artificial Membranes: Partially Observed Markov Decision Processes book, Cambridge, 2016; Dynamics of Engineered Artificial Membranes & Biosensors, Cambridge, 2018. Proudly powered by WordPress / Theme .
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